{
 "cells": [
  {
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"
    }
   },
   "cell_type": "markdown",
   "id": "7b49e294",
   "metadata": {},
   "source": [
    "## 路由\n",
    "回顾\n",
    "\n",
    "我们构建了一个使用“消息”作为状态的图表和一个绑定工具的聊天模型。\n",
    "\n",
    "我们看到图表可以：\n",
    " - 返回工具调用\n",
    " - 返回自然语言响应\n",
    " \n",
    "## 目标\n",
    "我们可以将其视为路由器，聊天模型更加用户输入的再直接响应或工具调用Agent进行路由。\n",
    "\n",
    "这是一个代理的简单示例，其中LLM通过调用统计或直接响应来指导控制流。\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "\n",
    "让我们扩展我们的图表以使用任一输出！\n",
    "为此，我们可以使用两个想法：\n",
    "（1）添加一个将调用我们工具的节点。\n",
    "（2）添加一个条件边，该边将查看聊天模型输出，并路由到我们的工具调用节点，或者如果没有执行任何工具调用，则直接结束。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "fa6907f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, getpass\n",
    "from openai import OpenAI\n",
    "from dotenv import load_dotenv,find_dotenv\n",
    "\n",
    "load_dotenv(find_dotenv())  # 加载 .env 文件中的环境变量\n",
    "\n",
    "api_key = os.environ.get('OPENAI_API_KEY')\n",
    "base_url = os.environ.get('OPENAI_BASE_URL')\n",
    "\n",
    "def _set_env(var: str):\n",
    "    if not os.environ.get(var):\n",
    "        os.environ[var] = getpass.getpass(f\"{var}: \")\n",
    "\n",
    "# _set_env(\"OPENAI_API_KEY\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e337b4cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain_openai import ChatOpenAI\n",
    "\n",
    "def multiply(a: int, b: int) -> int:\n",
    "    \"\"\"Multiply a and b.\n",
    "\n",
    "    Args:\n",
    "        a: first int\n",
    "        b: second int\n",
    "    \"\"\"\n",
    "    return a * b\n",
    "\n",
    "llm = ChatOpenAI(model=\"gpt-4o\",\n",
    "                timeout=60 )\n",
    "llm_with_tools = llm.bind_tools([multiply])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4f05f183",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "from langgraph.graph import StateGraph, START, END\n",
    "from langgraph.graph import MessagesState\n",
    "from langgraph.prebuilt import ToolNode\n",
    "from langgraph.prebuilt import tools_condition\n",
    "\n",
    "# 节点\n",
    "def tool_calling_llm(state: MessagesState):\n",
    "    return {\"messages\": [llm_with_tools.invoke(state[\"messages\"])]}\n",
    "\n",
    "# 搭建图\n",
    "builder = StateGraph(MessagesState)\n",
    "builder.add_node(\"tool_calling_llm\", tool_calling_llm)\n",
    "builder.add_node(\"tools\", ToolNode([multiply]))\n",
    "builder.add_edge(START, \"tool_calling_llm\")\n",
    "builder.add_conditional_edges(\n",
    "    \"tool_calling_llm\",\n",
    "    # 如果来自助手的最新消息（结果）是工具调用 -> tools_condition 路由到工具\n",
    "    # 如果来自助手的最新消息（结果）不是工具调用 -> tools_condition 路由到 END\n",
    "    tools_condition,\n",
    ")\n",
    "builder.add_edge(\"tools\", END)\n",
    "graph = builder.compile()\n",
    "\n",
    "\n",
    "display(Image(graph.get_graph().draw_mermaid_png()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "68214204",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================\u001b[1m Human Message \u001b[0m=================================\n",
      "\n",
      "你好\n",
      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
      "\n",
      "你好！有什么可以帮您的吗？\n"
     ]
    }
   ],
   "source": [
    "from langchain_core.messages import HumanMessage\n",
    "messages = [HumanMessage(content=\"你好\")]\n",
    "messages = graph.invoke({\"messages\": messages})\n",
    "for m in messages['messages']:\n",
    "    m.pretty_print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "58506706",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================\u001b[1m Human Message \u001b[0m=================================\n",
      "\n",
      "10乘9等于多少？\n",
      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
      "Tool Calls:\n",
      "  multiply (call_HEgFYOKFLIuWx4BTKZ582bbV)\n",
      " Call ID: call_HEgFYOKFLIuWx4BTKZ582bbV\n",
      "  Args:\n",
      "    a: 10\n",
      "    b: 9\n",
      "=================================\u001b[1m Tool Message \u001b[0m=================================\n",
      "Name: multiply\n",
      "\n",
      "90\n"
     ]
    }
   ],
   "source": [
    "messages = graph.invoke({\"messages\": HumanMessage(content=\"10乘9等于多少？\")})\n",
    "for m in messages['messages']:\n",
    "    m.pretty_print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "04e3cfd1",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10",
   "language": "python",
   "name": "python310"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
